Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 71 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.6 KiB |
| Average record size in memory | 168.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 19 |
Mar Cap Rs.Cr. is highly overall correlated with NP 2Qtr Bk Rs.Cr. and 15 other fields | High correlation |
NP 2Qtr Bk Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
NP 3Qtr Bk Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
NP Prev Qtr Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
NP Qtr Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
OP 2Qtr Bk Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
OP 3Qtr Bk Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
OP Prev Qtr Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
OP Qtr Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
Sales 2Qtr Bk Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
Sales 3Qtr Bk Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
Sales Prev Qtr Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
Sales Qtr Rs.Cr. is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
expenses_Prev_Qtr_Cr is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
expenses_Qtr_Cr is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
other_effect_Prev_Qtr_Cr is highly overall correlated with other_effect_Qtr_Cr | High correlation |
other_effect_Qtr_Cr is highly overall correlated with other_effect_Prev_Qtr_Cr | High correlation |
profit_before_tax_Prev_Qtr_Cr is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
profit_before_tax_Qtr_Cr is highly overall correlated with Mar Cap Rs.Cr. and 15 other fields | High correlation |
Name has unique values | Unique |
Mar Cap Rs.Cr. has unique values | Unique |
NP Qtr Rs.Cr. has unique values | Unique |
Sales Qtr Rs.Cr. has unique values | Unique |
Sales Prev Qtr Rs.Cr. has unique values | Unique |
NP 2Qtr Bk Rs.Cr. has unique values | Unique |
NP 3Qtr Bk Rs.Cr. has unique values | Unique |
NP Prev Qtr Rs.Cr. has unique values | Unique |
Sales 2Qtr Bk Rs.Cr. has unique values | Unique |
Sales 3Qtr Bk Rs.Cr. has unique values | Unique |
OP Prev Qtr Rs.Cr. has unique values | Unique |
OP 2Qtr Bk Rs.Cr. has unique values | Unique |
OP 3Qtr Bk Rs.Cr. has unique values | Unique |
OP Qtr Rs.Cr. has unique values | Unique |
profit_before_tax_Qtr_Cr has unique values | Unique |
profit_before_tax_Prev_Qtr_Cr has unique values | Unique |
other_effect_Prev_Qtr_Cr has unique values | Unique |
expenses_Qtr_Cr has unique values | Unique |
expenses_Prev_Qtr_Cr has unique values | Unique |
Reproduction
| Analysis started | 2024-02-29 17:22:50.778249 |
|---|---|
| Analysis finished | 2024-02-29 17:24:27.099868 |
| Duration | 1 minute and 36.32 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
Name
Text
UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
Length
| Max length | 16 |
|---|---|
| Median length | 14 |
| Mean length | 13.478873 |
| Min length | 7 |
Characters and Unicode
| Total characters | 957 |
|---|---|
| Distinct characters | 49 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 71 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Remedium Life |
|---|---|
| 2nd row | Waaree Renewab. |
| 3rd row | Dreamfolks Servi |
| 4th row | Jyoti Resins |
| 5th row | Esab India |
| Value | Count | Frequency (%) |
| india | 6 | 4.1% |
| industries | 5 | 3.4% |
| inds | 3 | 2.0% |
| tech | 2 | 1.4% |
| paints | 2 | 1.4% |
| engineering | 2 | 1.4% |
| life | 2 | 1.4% |
| chem | 2 | 1.4% |
| paper | 2 | 1.4% |
| gas | 2 | 1.4% |
| Other values (119) | 119 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 83 | 8.7% |
| e | 77 | 8.0% |
| 76 | 7.9% | |
| n | 70 | 7.3% |
| i | 59 | 6.2% |
| r | 52 | 5.4% |
| t | 47 | 4.9% |
| s | 46 | 4.8% |
| o | 37 | 3.9% |
| l | 35 | 3.7% |
| Other values (39) | 375 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 680 | |
| Uppercase Letter | 176 | 18.4% |
| Space Separator | 76 | 7.9% |
| Other Punctuation | 23 | 2.4% |
| Dash Punctuation | 2 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 83 | |
| e | 77 | |
| n | 70 | |
| i | 59 | |
| r | 52 | 7.6% |
| t | 47 | 6.9% |
| s | 46 | 6.8% |
| o | 37 | 5.4% |
| l | 35 | 5.1% |
| d | 27 | 4.0% |
| Other values (14) | 147 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 30 | |
| S | 20 | |
| A | 16 | 9.1% |
| P | 15 | 8.5% |
| C | 12 | 6.8% |
| L | 11 | 6.2% |
| G | 9 | 5.1% |
| E | 8 | 4.5% |
| T | 7 | 4.0% |
| R | 7 | 4.0% |
| Other values (11) | 41 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 22 | |
| & | 1 | 4.3% |
Space Separator
| Value | Count | Frequency (%) |
| 76 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 856 | |
| Common | 101 | 10.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 83 | 9.7% |
| e | 77 | 9.0% |
| n | 70 | 8.2% |
| i | 59 | 6.9% |
| r | 52 | 6.1% |
| t | 47 | 5.5% |
| s | 46 | 5.4% |
| o | 37 | 4.3% |
| l | 35 | 4.1% |
| I | 30 | 3.5% |
| Other values (35) | 320 |
Common
| Value | Count | Frequency (%) |
| 76 | ||
| . | 22 | 21.8% |
| - | 2 | 2.0% |
| & | 1 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 957 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 83 | 8.7% |
| e | 77 | 8.0% |
| 76 | 7.9% | |
| n | 70 | 7.3% |
| i | 59 | 6.2% |
| r | 52 | 5.4% |
| t | 47 | 4.9% |
| s | 46 | 4.8% |
| o | 37 | 3.9% |
| l | 35 | 3.7% |
| Other values (39) | 375 |
Mar Cap Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18085.813 |
| Minimum | 1008.85 |
|---|---|
| Maximum | 302075.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1008.85 |
|---|---|
| 5-th percentile | 1115.835 |
| Q1 | 2121.105 |
| median | 6070.05 |
| Q3 | 18091.46 |
| 95-th percentile | 63978.55 |
| Maximum | 302075.36 |
| Range | 301066.51 |
| Interquartile range (IQR) | 15970.355 |
Descriptive statistics
| Standard deviation | 39401.751 |
|---|---|
| Coefficient of variation (CV) | 2.1786 |
| Kurtosis | 39.438413 |
| Mean | 18085.813 |
| Median Absolute Deviation (MAD) | 4747.44 |
| Skewness | 5.7456346 |
| Sum | 1284092.7 |
| Variance | 1.552498 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1054.75 | 1 | 1.4% |
| 35002.29 | 1 | 1.4% |
| 24903.2 | 1 | 1.4% |
| 2129.37 | 1 | 1.4% |
| 1567.66 | 1 | 1.4% |
| 9603.8 | 1 | 1.4% |
| 36163.05 | 1 | 1.4% |
| 1075.44 | 1 | 1.4% |
| 27361.23 | 1 | 1.4% |
| 34432.95 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 1008.85 | 1 | |
| 1019.61 | 1 | |
| 1054.75 | 1 | |
| 1075.44 | 1 | |
| 1156.23 | 1 | |
| 1157.41 | 1 | |
| 1180.74 | 1 | |
| 1211.71 | 1 | |
| 1258.43 | 1 | |
| 1260.76 | 1 |
| Value | Count | Frequency (%) |
| 302075.36 | 1 | |
| 108364.25 | 1 | |
| 72218.14 | 1 | |
| 65376.86 | 1 | |
| 62580.24 | 1 | |
| 51427.14 | 1 | |
| 38085.15 | 1 | |
| 36163.05 | 1 | |
| 35002.29 | 1 | |
| 34595.31 | 1 |
NP Qtr Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.39113 |
| Minimum | 2.99 |
|---|---|
| Maximum | 1475.16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 2.99 |
|---|---|
| 5-th percentile | 7.78 |
| Q1 | 18.675 |
| median | 45.86 |
| Q3 | 121.405 |
| 95-th percentile | 455.98 |
| Maximum | 1475.16 |
| Range | 1472.17 |
| Interquartile range (IQR) | 102.73 |
Descriptive statistics
| Standard deviation | 216.11102 |
|---|---|
| Coefficient of variation (CV) | 1.7657409 |
| Kurtosis | 22.530754 |
| Mean | 122.39113 |
| Median Absolute Deviation (MAD) | 36.27 |
| Skewness | 4.2344985 |
| Sum | 8689.77 |
| Variance | 46703.973 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.53 | 1 | 1.4% |
| 324.09 | 1 | 1.4% |
| 150.59 | 1 | 1.4% |
| 8.54 | 1 | 1.4% |
| 16.01 | 1 | 1.4% |
| 77.42 | 1 | 1.4% |
| 113.36 | 1 | 1.4% |
| 3.46 | 1 | 1.4% |
| 140.21 | 1 | 1.4% |
| 124.07 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 2.99 | 1 | |
| 3.46 | 1 | |
| 6.53 | 1 | |
| 7.34 | 1 | |
| 8.22 | 1 | |
| 8.54 | 1 | |
| 9.09 | 1 | |
| 9.58 | 1 | |
| 9.59 | 1 | |
| 10.16 | 1 |
| Value | Count | Frequency (%) |
| 1475.16 | 1 | |
| 754.59 | 1 | |
| 590.4 | 1 | |
| 480.5 | 1 | |
| 431.46 | 1 | |
| 416.51 | 1 | |
| 324.09 | 1 | |
| 296.25 | 1 | |
| 222.9 | 1 | |
| 218.55 | 1 |
Sales Qtr Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1049.0531 |
| Minimum | 34.77 |
|---|---|
| Maximum | 9103.09 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 34.77 |
|---|---|
| 5-th percentile | 54.985 |
| Q1 | 147.665 |
| median | 404.22 |
| Q3 | 1055.1 |
| 95-th percentile | 4641.825 |
| Maximum | 9103.09 |
| Range | 9068.32 |
| Interquartile range (IQR) | 907.435 |
Descriptive statistics
| Standard deviation | 1707.5108 |
|---|---|
| Coefficient of variation (CV) | 1.6276686 |
| Kurtosis | 8.4969623 |
| Mean | 1049.0531 |
| Median Absolute Deviation (MAD) | 309.07 |
| Skewness | 2.8109183 |
| Sum | 74482.77 |
| Variance | 2915593.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 468.57 | 1 | 1.4% |
| 1294.8 | 1 | 1.4% |
| 881.74 | 1 | 1.4% |
| 95.15 | 1 | 1.4% |
| 231.91 | 1 | 1.4% |
| 983.12 | 1 | 1.4% |
| 4943.18 | 1 | 1.4% |
| 34.77 | 1 | 1.4% |
| 1946.58 | 1 | 1.4% |
| 787.47 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 34.77 | 1 | |
| 52.44 | 1 | |
| 53.71 | 1 | |
| 53.79 | 1 | |
| 56.18 | 1 | |
| 59.1 | 1 | |
| 61.18 | 1 | |
| 62.96 | 1 | |
| 69.38 | 1 | |
| 71.77 | 1 |
| Value | Count | Frequency (%) |
| 9103.09 | 1 | |
| 6988.13 | 1 | |
| 5174.98 | 1 | |
| 4943.18 | 1 | |
| 4340.47 | 1 | |
| 4265.22 | 1 | |
| 3925.98 | 1 | |
| 3845.4 | 1 | |
| 2116.9 | 1 | |
| 1946.58 | 1 |
Sales Prev Qtr Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 986.11268 |
| Minimum | 31.04 |
|---|---|
| Maximum | 8478.57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 31.04 |
|---|---|
| 5-th percentile | 47.505 |
| Q1 | 164.885 |
| median | 395.32 |
| Q3 | 976.43 |
| 95-th percentile | 4163.015 |
| Maximum | 8478.57 |
| Range | 8447.53 |
| Interquartile range (IQR) | 811.545 |
Descriptive statistics
| Standard deviation | 1549.7311 |
|---|---|
| Coefficient of variation (CV) | 1.5715558 |
| Kurtosis | 8.595734 |
| Mean | 986.11268 |
| Median Absolute Deviation (MAD) | 283.57 |
| Skewness | 2.7796169 |
| Sum | 70014 |
| Variance | 2401666.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 330.46 | 1 | 1.4% |
| 1239.58 | 1 | 1.4% |
| 896.2 | 1 | 1.4% |
| 64.22 | 1 | 1.4% |
| 628.76 | 1 | 1.4% |
| 941.77 | 1 | 1.4% |
| 3271.5 | 1 | 1.4% |
| 38.24 | 1 | 1.4% |
| 1782.57 | 1 | 1.4% |
| 731.38 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 31.04 | 1 | |
| 31.53 | 1 | |
| 38.24 | 1 | |
| 43.64 | 1 | |
| 51.37 | 1 | |
| 54.2 | 1 | |
| 61.18 | 1 | |
| 64.22 | 1 | |
| 67.22 | 1 | |
| 68.9 | 1 |
| Value | Count | Frequency (%) |
| 8478.57 | 1 | |
| 5693.39 | 1 | |
| 5250.94 | 1 | |
| 4217.7 | 1 | |
| 4108.33 | 1 | |
| 3781.51 | 1 | |
| 3773.01 | 1 | |
| 3271.5 | 1 | |
| 2015.53 | 1 | |
| 1910.4 | 1 |
NP 2Qtr Bk Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 117.95127 |
| Minimum | -4.78 |
|---|---|
| Maximum | 1574.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.4% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -4.78 |
|---|---|
| 5-th percentile | 5.24 |
| Q1 | 25.155 |
| median | 62.38 |
| Q3 | 118.64 |
| 95-th percentile | 380.43 |
| Maximum | 1574.84 |
| Range | 1579.62 |
| Interquartile range (IQR) | 93.485 |
Descriptive statistics
| Standard deviation | 206.95154 |
|---|---|
| Coefficient of variation (CV) | 1.7545512 |
| Kurtosis | 35.564578 |
| Mean | 117.95127 |
| Median Absolute Deviation (MAD) | 45.97 |
| Skewness | 5.3374532 |
| Sum | 8374.54 |
| Variance | 42828.938 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -4.78 | 1 | 1.4% |
| 267.66 | 1 | 1.4% |
| 87.63 | 1 | 1.4% |
| 33.22 | 1 | 1.4% |
| 28.3 | 1 | 1.4% |
| 90.53 | 1 | 1.4% |
| 80.61 | 1 | 1.4% |
| 4.77 | 1 | 1.4% |
| 138.11 | 1 | 1.4% |
| 119.81 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -4.78 | 1 | |
| 1.81 | 1 | |
| 4.77 | 1 | |
| 5.16 | 1 | |
| 5.32 | 1 | |
| 8.69 | 1 | |
| 8.8 | 1 | |
| 8.86 | 1 | |
| 12.22 | 1 | |
| 12.27 | 1 |
| Value | Count | Frequency (%) |
| 1574.84 | 1 | |
| 542.8 | 1 | |
| 403.16 | 1 | |
| 390.36 | 1 | |
| 370.5 | 1 | |
| 320.95 | 1 | |
| 280.6 | 1 | |
| 267.66 | 1 | |
| 246.44 | 1 | |
| 242.73 | 1 |
NP 3Qtr Bk Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.10141 |
| Minimum | 0.6 |
|---|---|
| Maximum | 1258.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 9.105 |
| Q1 | 23.01 |
| median | 46.08 |
| Q3 | 114.615 |
| 95-th percentile | 432.69 |
| Maximum | 1258.41 |
| Range | 1257.81 |
| Interquartile range (IQR) | 91.605 |
Descriptive statistics
| Standard deviation | 186.3045 |
|---|---|
| Coefficient of variation (CV) | 1.6472341 |
| Kurtosis | 20.333857 |
| Mean | 113.10141 |
| Median Absolute Deviation (MAD) | 34.99 |
| Skewness | 3.9428227 |
| Sum | 8030.2 |
| Variance | 34709.366 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.52 | 1 | 1.4% |
| 352.46 | 1 | 1.4% |
| 106.1 | 1 | 1.4% |
| 16.97 | 1 | 1.4% |
| 25.21 | 1 | 1.4% |
| 106.21 | 1 | 1.4% |
| 51.89 | 1 | 1.4% |
| 9.12 | 1 | 1.4% |
| 128.61 | 1 | 1.4% |
| 107.1 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 0.6 | 1 | |
| 1.52 | 1 | |
| 7.68 | 1 | |
| 9.09 | 1 | |
| 9.12 | 1 | |
| 9.26 | 1 | |
| 10.28 | 1 | |
| 10.54 | 1 | |
| 11.09 | 1 | |
| 11.68 | 1 |
| Value | Count | Frequency (%) |
| 1258.41 | 1 | |
| 529.63 | 1 | |
| 526.85 | 1 | |
| 436.96 | 1 | |
| 428.42 | 1 | |
| 371.57 | 1 | |
| 352.46 | 1 | |
| 351.8 | 1 | |
| 310.98 | 1 | |
| 219.42 | 1 |
NP Prev Qtr Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.93676 |
| Minimum | -3.37 |
|---|---|
| Maximum | 1232.39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.4% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -3.37 |
|---|---|
| 5-th percentile | 5.75 |
| Q1 | 17.575 |
| median | 47.9 |
| Q3 | 116.08 |
| 95-th percentile | 431.9 |
| Maximum | 1232.39 |
| Range | 1235.76 |
| Interquartile range (IQR) | 98.505 |
Descriptive statistics
| Standard deviation | 183.59476 |
|---|---|
| Coefficient of variation (CV) | 1.6549497 |
| Kurtosis | 19.935186 |
| Mean | 110.93676 |
| Median Absolute Deviation (MAD) | 33.41 |
| Skewness | 3.9120653 |
| Sum | 7876.51 |
| Variance | 33707.035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.25 | 1 | 1.4% |
| 272.52 | 1 | 1.4% |
| 142.32 | 1 | 1.4% |
| -3.37 | 1 | 1.4% |
| 27.57 | 1 | 1.4% |
| 75.18 | 1 | 1.4% |
| 67.19 | 1 | 1.4% |
| 4.18 | 1 | 1.4% |
| 121.39 | 1 | 1.4% |
| 112.04 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -3.37 | 1 | |
| 4.18 | 1 | |
| 5.25 | 1 | |
| 5.65 | 1 | |
| 5.85 | 1 | |
| 6.79 | 1 | |
| 8.38 | 1 | |
| 9.03 | 1 | |
| 11.1 | 1 | |
| 11.92 | 1 |
| Value | Count | Frequency (%) |
| 1232.39 | 1 | |
| 577.27 | 1 | |
| 494.03 | 1 | |
| 434.03 | 1 | |
| 429.77 | 1 | |
| 382.9 | 1 | |
| 328.5 | 1 | |
| 278.35 | 1 | |
| 272.52 | 1 | |
| 215.95 | 1 |
Sales 2Qtr Bk Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 998.96352 |
| Minimum | 10.22 |
|---|---|
| Maximum | 9182.31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 10.22 |
|---|---|
| 5-th percentile | 44.4 |
| Q1 | 171.965 |
| median | 411.67 |
| Q3 | 995.58 |
| 95-th percentile | 4179.37 |
| Maximum | 9182.31 |
| Range | 9172.09 |
| Interquartile range (IQR) | 823.615 |
Descriptive statistics
| Standard deviation | 1569.814 |
|---|---|
| Coefficient of variation (CV) | 1.5714428 |
| Kurtosis | 10.863079 |
| Mean | 998.96352 |
| Median Absolute Deviation (MAD) | 316.68 |
| Skewness | 3.0089617 |
| Sum | 70926.41 |
| Variance | 2464316 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75.58 | 1 | 1.4% |
| 1273.57 | 1 | 1.4% |
| 762.32 | 1 | 1.4% |
| 168.84 | 1 | 1.4% |
| 659.54 | 1 | 1.4% |
| 974.47 | 1 | 1.4% |
| 3065.45 | 1 | 1.4% |
| 35.73 | 1 | 1.4% |
| 1954.53 | 1 | 1.4% |
| 742.59 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 10.22 | 1 | |
| 30.2 | 1 | |
| 35.73 | 1 | |
| 40.89 | 1 | |
| 47.91 | 1 | |
| 49.38 | 1 | |
| 61.49 | 1 | |
| 65.08 | 1 | |
| 68.81 | 1 | |
| 68.9 | 1 |
| Value | Count | Frequency (%) |
| 9182.31 | 1 | |
| 5475.82 | 1 | |
| 4694.4 | 1 | |
| 4270.16 | 1 | |
| 4088.58 | 1 | |
| 3928.57 | 1 | |
| 3889.38 | 1 | |
| 3065.45 | 1 | |
| 1954.53 | 1 | |
| 1928.54 | 1 |
Sales 3Qtr Bk Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1002.449 |
| Minimum | 5.93 |
|---|---|
| Maximum | 8787.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 5.93 |
|---|---|
| 5-th percentile | 52.6 |
| Q1 | 170.755 |
| median | 388.4 |
| Q3 | 1059.08 |
| 95-th percentile | 4160.86 |
| Maximum | 8787.34 |
| Range | 8781.41 |
| Interquartile range (IQR) | 888.325 |
Descriptive statistics
| Standard deviation | 1671.8207 |
|---|---|
| Coefficient of variation (CV) | 1.6677364 |
| Kurtosis | 10.877681 |
| Mean | 1002.449 |
| Median Absolute Deviation (MAD) | 297.6 |
| Skewness | 3.1356111 |
| Sum | 71173.88 |
| Variance | 2794984.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 176.48 | 1 | 1.4% |
| 1226.85 | 1 | 1.4% |
| 792.71 | 1 | 1.4% |
| 114.31 | 1 | 1.4% |
| 552.09 | 1 | 1.4% |
| 1080.26 | 1 | 1.4% |
| 2404.72 | 1 | 1.4% |
| 36.88 | 1 | 1.4% |
| 1784.32 | 1 | 1.4% |
| 675.26 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 5.93 | 1 | |
| 26.56 | 1 | |
| 36.88 | 1 | |
| 52.38 | 1 | |
| 52.82 | 1 | |
| 60.84 | 1 | |
| 66.36 | 1 | |
| 66.61 | 1 | |
| 67.33 | 1 | |
| 68.27 | 1 |
| Value | Count | Frequency (%) |
| 8787.34 | 1 | |
| 8309.59 | 1 | |
| 4518.72 | 1 | |
| 4323.68 | 1 | |
| 3998.04 | 1 | |
| 3942.37 | 1 | |
| 3684.29 | 1 | |
| 2404.72 | 1 | |
| 2260.78 | 1 | |
| 1811.75 | 1 |
OP Prev Qtr Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 162.81085 |
| Minimum | -0.33 |
|---|---|
| Maximum | 1716.23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.4% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -0.33 |
|---|---|
| 5-th percentile | 9.81 |
| Q1 | 26.11 |
| median | 71.41 |
| Q3 | 191.065 |
| 95-th percentile | 657.245 |
| Maximum | 1716.23 |
| Range | 1716.56 |
| Interquartile range (IQR) | 164.955 |
Descriptive statistics
| Standard deviation | 257.35189 |
|---|---|
| Coefficient of variation (CV) | 1.5806803 |
| Kurtosis | 18.848393 |
| Mean | 162.81085 |
| Median Absolute Deviation (MAD) | 51.77 |
| Skewness | 3.7623824 |
| Sum | 11559.57 |
| Variance | 66229.997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.28 | 1 | 1.4% |
| 343.04 | 1 | 1.4% |
| 232.11 | 1 | 1.4% |
| -0.33 | 1 | 1.4% |
| 41.5 | 1 | 1.4% |
| 123.18 | 1 | 1.4% |
| 131.87 | 1 | 1.4% |
| 6.71 | 1 | 1.4% |
| 203.86 | 1 | 1.4% |
| 219.98 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -0.33 | 1 | |
| 6.71 | 1 | |
| 7.28 | 1 | |
| 9.77 | 1 | |
| 9.85 | 1 | |
| 11.16 | 1 | |
| 13.02 | 1 | |
| 16.61 | 1 | |
| 17 | 1 | |
| 17.78 | 1 |
| Value | Count | Frequency (%) |
| 1716.23 | 1 | |
| 743.53 | 1 | |
| 721.27 | 1 | |
| 705.57 | 1 | |
| 608.92 | 1 | |
| 467.8 | 1 | |
| 424.6 | 1 | |
| 394.52 | 1 | |
| 388 | 1 | |
| 346.12 | 1 |
OP 2Qtr Bk Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.26789 |
| Minimum | -2.9 |
|---|---|
| Maximum | 2121.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.4% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -2.9 |
|---|---|
| 5-th percentile | 7.45 |
| Q1 | 32.615 |
| median | 76.93 |
| Q3 | 170.955 |
| 95-th percentile | 520.54 |
| Maximum | 2121.29 |
| Range | 2124.19 |
| Interquartile range (IQR) | 138.34 |
Descriptive statistics
| Standard deviation | 285.66673 |
|---|---|
| Coefficient of variation (CV) | 1.7390296 |
| Kurtosis | 31.865884 |
| Mean | 164.26789 |
| Median Absolute Deviation (MAD) | 57.58 |
| Skewness | 5.0185268 |
| Sum | 11663.02 |
| Variance | 81605.478 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.9 | 1 | 1.4% |
| 315.74 | 1 | 1.4% |
| 163.64 | 1 | 1.4% |
| 35.7 | 1 | 1.4% |
| 42.55 | 1 | 1.4% |
| 134.51 | 1 | 1.4% |
| 156.29 | 1 | 1.4% |
| 7.01 | 1 | 1.4% |
| 178.27 | 1 | 1.4% |
| 202.59 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -2.9 | 1 | |
| 3.33 | 1 | |
| 7.01 | 1 | |
| 7.04 | 1 | |
| 7.86 | 1 | |
| 12.2 | 1 | |
| 13.18 | 1 | |
| 14 | 1 | |
| 14.84 | 1 | |
| 15.98 | 1 |
| Value | Count | Frequency (%) |
| 2121.29 | 1 | |
| 844.78 | 1 | |
| 560.32 | 1 | |
| 548.56 | 1 | |
| 492.52 | 1 | |
| 490.79 | 1 | |
| 423.89 | 1 | |
| 386.63 | 1 | |
| 357.23 | 1 | |
| 342.8 | 1 |
OP 3Qtr Bk Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 151.57479 |
| Minimum | -355.34 |
|---|---|
| Maximum | 1864.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.4% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -355.34 |
|---|---|
| 5-th percentile | 9.55 |
| Q1 | 26.725 |
| median | 66.3 |
| Q3 | 161.545 |
| 95-th percentile | 592.74 |
| Maximum | 1864.76 |
| Range | 2220.1 |
| Interquartile range (IQR) | 134.82 |
Descriptive statistics
| Standard deviation | 276.20312 |
|---|---|
| Coefficient of variation (CV) | 1.8222233 |
| Kurtosis | 21.385238 |
| Mean | 151.57479 |
| Median Absolute Deviation (MAD) | 49.97 |
| Skewness | 3.942303 |
| Sum | 10761.81 |
| Variance | 76288.162 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.53 | 1 | 1.4% |
| 365.72 | 1 | 1.4% |
| 174.77 | 1 | 1.4% |
| 20.31 | 1 | 1.4% |
| 38 | 1 | 1.4% |
| 154.06 | 1 | 1.4% |
| 111.15 | 1 | 1.4% |
| 6.8 | 1 | 1.4% |
| 203.82 | 1 | 1.4% |
| 200 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -355.34 | 1 | |
| 1.32 | 1 | |
| 1.53 | 1 | |
| 6.8 | 1 | |
| 12.3 | 1 | |
| 12.5 | 1 | |
| 12.6 | 1 | |
| 13.18 | 1 | |
| 14.76 | 1 | |
| 14.82 | 1 |
| Value | Count | Frequency (%) |
| 1864.76 | 1 | |
| 849.13 | 1 | |
| 770.59 | 1 | |
| 603.16 | 1 | |
| 582.32 | 1 | |
| 461.23 | 1 | |
| 415.1 | 1 | |
| 365.72 | 1 | |
| 349.51 | 1 | |
| 346.67 | 1 |
OP Qtr Rs.Cr.
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 177.58746 |
| Minimum | 5.42 |
|---|---|
| Maximum | 2056.09 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 12.1 |
| Q1 | 28.26 |
| median | 67.98 |
| Q3 | 207.91 |
| 95-th percentile | 560.455 |
| Maximum | 2056.09 |
| Range | 2050.67 |
| Interquartile range (IQR) | 179.65 |
Descriptive statistics
| Standard deviation | 301.62977 |
|---|---|
| Coefficient of variation (CV) | 1.6984857 |
| Kurtosis | 22.120859 |
| Mean | 177.58746 |
| Median Absolute Deviation (MAD) | 51.45 |
| Skewness | 4.1767293 |
| Sum | 12608.71 |
| Variance | 90980.519 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.34 | 1 | 1.4% |
| 382.1 | 1 | 1.4% |
| 243.54 | 1 | 1.4% |
| 14.26 | 1 | 1.4% |
| 26.84 | 1 | 1.4% |
| 124.89 | 1 | 1.4% |
| 198.91 | 1 | 1.4% |
| 5.42 | 1 | 1.4% |
| 216.91 | 1 | 1.4% |
| 232.53 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 5.42 | 1 | |
| 6.34 | 1 | |
| 11.43 | 1 | |
| 11.52 | 1 | |
| 12.68 | 1 | |
| 13.36 | 1 | |
| 13.71 | 1 | |
| 14.26 | 1 | |
| 15.67 | 1 | |
| 16.53 | 1 |
| Value | Count | Frequency (%) |
| 2056.09 | 1 | |
| 1054.93 | 1 | |
| 913.73 | 1 | |
| 569.51 | 1 | |
| 551.4 | 1 | |
| 536.73 | 1 | |
| 496.62 | 1 | |
| 382.1 | 1 | |
| 349.26 | 1 | |
| 335.37 | 1 |
profit_before_tax_Qtr_Cr
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 160.44803 |
| Minimum | 4.69 |
|---|---|
| Maximum | 1967.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 4.69 |
|---|---|
| 5-th percentile | 10.19 |
| Q1 | 28.255 |
| median | 61.42 |
| Q3 | 161.54 |
| 95-th percentile | 560.06 |
| Maximum | 1967.78 |
| Range | 1963.09 |
| Interquartile range (IQR) | 133.285 |
Descriptive statistics
| Standard deviation | 285.29823 |
|---|---|
| Coefficient of variation (CV) | 1.7781348 |
| Kurtosis | 23.669899 |
| Mean | 160.44803 |
| Median Absolute Deviation (MAD) | 49.26 |
| Skewness | 4.3435433 |
| Sum | 11391.81 |
| Variance | 81395.08 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.41 | 1 | 1.4% |
| 412.5 | 1 | 1.4% |
| 208.66 | 1 | 1.4% |
| 9.97 | 1 | 1.4% |
| 18.17 | 1 | 1.4% |
| 97.5 | 1 | 1.4% |
| 148.54 | 1 | 1.4% |
| 4.69 | 1 | 1.4% |
| 188.43 | 1 | 1.4% |
| 164.15 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 4.69 | 1 | |
| 5.56 | 1 | |
| 9.93 | 1 | |
| 9.97 | 1 | |
| 10.41 | 1 | |
| 11.21 | 1 | |
| 11.31 | 1 | |
| 11.69 | 1 | |
| 11.91 | 1 | |
| 12.16 | 1 |
| Value | Count | Frequency (%) |
| 1967.78 | 1 | |
| 999.55 | 1 | |
| 789.14 | 1 | |
| 573.73 | 1 | |
| 546.39 | 1 | |
| 512.2 | 1 | |
| 412.5 | 1 | |
| 399.16 | 1 | |
| 305.7 | 1 | |
| 293.67 | 1 |
profit_before_tax_Prev_Qtr_Cr
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 145.82085 |
| Minimum | -3.81 |
|---|---|
| Maximum | 1650.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.4% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -3.81 |
|---|---|
| 5-th percentile | 8.29 |
| Q1 | 23.215 |
| median | 65.48 |
| Q3 | 151.945 |
| 95-th percentile | 571.39 |
| Maximum | 1650.94 |
| Range | 1654.75 |
| Interquartile range (IQR) | 128.73 |
Descriptive statistics
| Standard deviation | 243.86401 |
|---|---|
| Coefficient of variation (CV) | 1.6723536 |
| Kurtosis | 20.814975 |
| Mean | 145.82085 |
| Median Absolute Deviation (MAD) | 45.2 |
| Skewness | 4.0000969 |
| Sum | 10353.28 |
| Variance | 59469.655 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.27 | 1 | 1.4% |
| 370.8 | 1 | 1.4% |
| 194.3 | 1 | 1.4% |
| -3.81 | 1 | 1.4% |
| 32.03 | 1 | 1.4% |
| 96.17 | 1 | 1.4% |
| 90.04 | 1 | 1.4% |
| 5.98 | 1 | 1.4% |
| 163.01 | 1 | 1.4% |
| 149.52 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -3.81 | 1 | |
| 5.98 | 1 | |
| 6.96 | 1 | |
| 7.27 | 1 | |
| 9.31 | 1 | |
| 9.51 | 1 | |
| 11.3 | 1 | |
| 11.55 | 1 | |
| 16.76 | 1 | |
| 16.81 | 1 |
| Value | Count | Frequency (%) |
| 1650.94 | 1 | |
| 763.65 | 1 | |
| 661.45 | 1 | |
| 585.63 | 1 | |
| 557.15 | 1 | |
| 445.4 | 1 | |
| 406.1 | 1 | |
| 379.26 | 1 | |
| 370.8 | 1 | |
| 290.22 | 1 |
other_effect_Qtr_Cr
Real number (ℝ)
HIGH CORRELATION
| Distinct | 70 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8908451 |
| Minimum | -84.32 |
|---|---|
| Maximum | 132.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 27 |
| Negative (%) | 38.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -84.32 |
|---|---|
| 5-th percentile | -19.56 |
| Q1 | -1.645 |
| median | 0.91 |
| Q3 | 6.8 |
| 95-th percentile | 39.585 |
| Maximum | 132.04 |
| Range | 216.36 |
| Interquartile range (IQR) | 8.445 |
Descriptive statistics
| Standard deviation | 25.12495 |
|---|---|
| Coefficient of variation (CV) | 6.4574532 |
| Kurtosis | 11.321027 |
| Mean | 3.8908451 |
| Median Absolute Deviation (MAD) | 3.27 |
| Skewness | 1.2136421 |
| Sum | 276.25 |
| Variance | 631.26311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.49 | 2 | 2.8% |
| 4.08 | 1 | 1.4% |
| 17.36 | 1 | 1.4% |
| -1.63 | 1 | 1.4% |
| -1.85 | 1 | 1.4% |
| -2.73 | 1 | 1.4% |
| -13.93 | 1 | 1.4% |
| -0.05 | 1 | 1.4% |
| 54.91 | 1 | 1.4% |
| -12.92 | 1 | 1.4% |
| Other values (60) | 60 |
| Value | Count | Frequency (%) |
| -84.32 | 1 | |
| -61.94 | 1 | |
| -45.75 | 1 | |
| -21.95 | 1 | |
| -17.17 | 1 | |
| -14.97 | 1 | |
| -13.93 | 1 | |
| -12.92 | 1 | |
| -12.41 | 1 | |
| -5.51 | 1 |
| Value | Count | Frequency (%) |
| 132.04 | 1 | |
| 54.91 | 1 | |
| 41.1 | 1 | |
| 40.41 | 1 | |
| 38.76 | 1 | |
| 37 | 1 | |
| 29.48 | 1 | |
| 20.46 | 1 | |
| 20.36 | 1 | |
| 18.29 | 1 |
other_effect_Prev_Qtr_Cr
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2002817 |
| Minimum | -98.25 |
|---|---|
| Maximum | 143.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 26 |
| Negative (%) | 36.6% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | -98.25 |
|---|---|
| 5-th percentile | -22.795 |
| Q1 | -1.235 |
| median | 1.31 |
| Q3 | 8.015 |
| 95-th percentile | 28.005 |
| Maximum | 143.43 |
| Range | 241.68 |
| Interquartile range (IQR) | 9.25 |
Descriptive statistics
| Standard deviation | 26.379737 |
|---|---|
| Coefficient of variation (CV) | 8.2429422 |
| Kurtosis | 14.174449 |
| Mean | 3.2002817 |
| Median Absolute Deviation (MAD) | 3.96 |
| Skewness | 1.1204299 |
| Sum | 227.22 |
| Variance | 695.89052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -8.881784197 × 10-16 | 1 | 1.4% |
| 52.01 | 1 | 1.4% |
| -6.43 | 1 | 1.4% |
| -0.76 | 1 | 1.4% |
| -3.22 | 1 | 1.4% |
| -3.21 | 1 | 1.4% |
| -8.12 | 1 | 1.4% |
| -0.09 | 1 | 1.4% |
| -26.19 | 1 | 1.4% |
| -19.4 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| -98.25 | 1 | |
| -65.09 | 1 | |
| -55.74 | 1 | |
| -26.19 | 1 | |
| -19.4 | 1 | |
| -16.48 | 1 | |
| -13.67 | 1 | |
| -8.75 | 1 | |
| -8.12 | 1 | |
| -6.43 | 1 |
| Value | Count | Frequency (%) |
| 143.43 | 1 | |
| 52.01 | 1 | |
| 47.3 | 1 | |
| 28.47 | 1 | |
| 27.54 | 1 | |
| 25.73 | 1 | |
| 20.12 | 1 | |
| 17.89 | 1 | |
| 17.33 | 1 | |
| 16.6 | 1 |
expenses_Qtr_Cr
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 871.46563 |
| Minimum | 14.18 |
|---|---|
| Maximum | 7047 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 14.18 |
|---|---|
| 5-th percentile | 38.51 |
| Q1 | 107.32 |
| median | 303.87 |
| Q3 | 870.93 |
| 95-th percentile | 4204.605 |
| Maximum | 7047 |
| Range | 7032.82 |
| Interquartile range (IQR) | 763.61 |
Descriptive statistics
| Standard deviation | 1441.0302 |
|---|---|
| Coefficient of variation (CV) | 1.6535709 |
| Kurtosis | 6.7932457 |
| Mean | 871.46563 |
| Median Absolute Deviation (MAD) | 241.62 |
| Skewness | 2.6382365 |
| Sum | 61874.06 |
| Variance | 2076568 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 462.23 | 1 | 1.4% |
| 912.7 | 1 | 1.4% |
| 638.2 | 1 | 1.4% |
| 80.89 | 1 | 1.4% |
| 205.07 | 1 | 1.4% |
| 858.23 | 1 | 1.4% |
| 4744.27 | 1 | 1.4% |
| 29.35 | 1 | 1.4% |
| 1729.67 | 1 | 1.4% |
| 554.94 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 14.18 | 1 | |
| 29.35 | 1 | |
| 34.07 | 1 | |
| 35.91 | 1 | |
| 41.11 | 1 | |
| 41.56 | 1 | |
| 42.19 | 1 | |
| 44.75 | 1 | |
| 44.85 | 1 | |
| 47.56 | 1 |
| Value | Count | Frequency (%) |
| 7047 | 1 | |
| 5933.2 | 1 | |
| 4744.27 | 1 | |
| 4638.25 | 1 | |
| 3770.96 | 1 | |
| 3576.72 | 1 | |
| 3351.49 | 1 | |
| 3348.78 | 1 | |
| 1729.67 | 1 | |
| 1715.25 | 1 |
expenses_Prev_Qtr_Cr
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 823.30183 |
| Minimum | 14.04 |
|---|---|
| Maximum | 6762.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 14.04 |
|---|---|
| 5-th percentile | 32.7 |
| Q1 | 101.085 |
| median | 322.03 |
| Q3 | 790.435 |
| 95-th percentile | 3517.835 |
| Maximum | 6762.34 |
| Range | 6748.3 |
| Interquartile range (IQR) | 689.35 |
Descriptive statistics
| Standard deviation | 1315.4132 |
|---|---|
| Coefficient of variation (CV) | 1.597729 |
| Kurtosis | 7.06499 |
| Mean | 823.30183 |
| Median Absolute Deviation (MAD) | 255.38 |
| Skewness | 2.6233535 |
| Sum | 58454.43 |
| Variance | 1730311.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 323.18 | 1 | 1.4% |
| 896.54 | 1 | 1.4% |
| 664.09 | 1 | 1.4% |
| 64.55 | 1 | 1.4% |
| 587.26 | 1 | 1.4% |
| 818.59 | 1 | 1.4% |
| 3139.63 | 1 | 1.4% |
| 31.53 | 1 | 1.4% |
| 1578.71 | 1 | 1.4% |
| 511.4 | 1 | 1.4% |
| Other values (61) | 61 |
| Value | Count | Frequency (%) |
| 14.04 | 1 | |
| 21.68 | 1 | |
| 28.69 | 1 | |
| 31.53 | 1 | |
| 33.87 | 1 | |
| 40.21 | 1 | |
| 40.44 | 1 | |
| 47.3 | 1 | |
| 47.36 | 1 | |
| 50.62 | 1 |
| Value | Count | Frequency (%) |
| 6762.34 | 1 | |
| 4987.82 | 1 | |
| 4507.41 | 1 | |
| 3608.78 | 1 | |
| 3426.89 | 1 | |
| 3393.51 | 1 | |
| 3387.06 | 1 | |
| 3139.63 | 1 | |
| 1837.26 | 1 | |
| 1578.71 | 1 |
| Mar Cap Rs.Cr. | NP 2Qtr Bk Rs.Cr. | NP 3Qtr Bk Rs.Cr. | NP Prev Qtr Rs.Cr. | NP Qtr Rs.Cr. | OP 2Qtr Bk Rs.Cr. | OP 3Qtr Bk Rs.Cr. | OP Prev Qtr Rs.Cr. | OP Qtr Rs.Cr. | Sales 2Qtr Bk Rs.Cr. | Sales 3Qtr Bk Rs.Cr. | Sales Prev Qtr Rs.Cr. | Sales Qtr Rs.Cr. | expenses_Prev_Qtr_Cr | expenses_Qtr_Cr | other_effect_Prev_Qtr_Cr | other_effect_Qtr_Cr | profit_before_tax_Prev_Qtr_Cr | profit_before_tax_Qtr_Cr | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mar Cap Rs.Cr. | 1.000 | 0.820 | 0.860 | 0.870 | 0.882 | 0.845 | 0.772 | 0.870 | 0.881 | 0.792 | 0.797 | 0.808 | 0.816 | 0.778 | 0.782 | 0.255 | 0.156 | 0.874 | 0.884 |
| NP 2Qtr Bk Rs.Cr. | 0.820 | 1.000 | 0.954 | 0.949 | 0.938 | 0.983 | 0.880 | 0.955 | 0.931 | 0.902 | 0.897 | 0.870 | 0.866 | 0.835 | 0.827 | 0.340 | 0.251 | 0.948 | 0.931 |
| NP 3Qtr Bk Rs.Cr. | 0.860 | 0.954 | 1.000 | 0.949 | 0.940 | 0.952 | 0.900 | 0.954 | 0.943 | 0.898 | 0.908 | 0.890 | 0.887 | 0.859 | 0.852 | 0.337 | 0.243 | 0.952 | 0.940 |
| NP Prev Qtr Rs.Cr. | 0.870 | 0.949 | 0.949 | 1.000 | 0.962 | 0.955 | 0.869 | 0.983 | 0.943 | 0.899 | 0.902 | 0.900 | 0.883 | 0.861 | 0.843 | 0.368 | 0.284 | 0.998 | 0.955 |
| NP Qtr Rs.Cr. | 0.882 | 0.938 | 0.940 | 0.962 | 1.000 | 0.940 | 0.863 | 0.964 | 0.980 | 0.876 | 0.878 | 0.876 | 0.892 | 0.835 | 0.842 | 0.314 | 0.232 | 0.966 | 0.995 |
| OP 2Qtr Bk Rs.Cr. | 0.845 | 0.983 | 0.952 | 0.955 | 0.940 | 1.000 | 0.895 | 0.969 | 0.941 | 0.923 | 0.919 | 0.899 | 0.893 | 0.866 | 0.858 | 0.292 | 0.195 | 0.955 | 0.934 |
| OP 3Qtr Bk Rs.Cr. | 0.772 | 0.880 | 0.900 | 0.869 | 0.863 | 0.895 | 1.000 | 0.884 | 0.871 | 0.833 | 0.838 | 0.817 | 0.815 | 0.785 | 0.779 | 0.213 | 0.102 | 0.869 | 0.857 |
| OP Prev Qtr Rs.Cr. | 0.870 | 0.955 | 0.954 | 0.983 | 0.964 | 0.969 | 0.884 | 1.000 | 0.970 | 0.914 | 0.916 | 0.913 | 0.901 | 0.874 | 0.858 | 0.276 | 0.198 | 0.982 | 0.963 |
| OP Qtr Rs.Cr. | 0.881 | 0.931 | 0.943 | 0.943 | 0.980 | 0.941 | 0.871 | 0.970 | 1.000 | 0.884 | 0.889 | 0.887 | 0.901 | 0.851 | 0.850 | 0.240 | 0.152 | 0.949 | 0.987 |
| Sales 2Qtr Bk Rs.Cr. | 0.792 | 0.902 | 0.898 | 0.899 | 0.876 | 0.923 | 0.833 | 0.914 | 0.884 | 1.000 | 0.992 | 0.977 | 0.956 | 0.970 | 0.954 | 0.229 | 0.151 | 0.897 | 0.873 |
| Sales 3Qtr Bk Rs.Cr. | 0.797 | 0.897 | 0.908 | 0.902 | 0.878 | 0.919 | 0.838 | 0.916 | 0.889 | 0.992 | 1.000 | 0.987 | 0.967 | 0.981 | 0.966 | 0.253 | 0.184 | 0.902 | 0.878 |
| Sales Prev Qtr Rs.Cr. | 0.808 | 0.870 | 0.890 | 0.900 | 0.876 | 0.899 | 0.817 | 0.913 | 0.887 | 0.977 | 0.987 | 1.000 | 0.978 | 0.994 | 0.975 | 0.257 | 0.190 | 0.900 | 0.879 |
| Sales Qtr Rs.Cr. | 0.816 | 0.866 | 0.887 | 0.883 | 0.892 | 0.893 | 0.815 | 0.901 | 0.901 | 0.956 | 0.967 | 0.978 | 1.000 | 0.971 | 0.990 | 0.248 | 0.180 | 0.889 | 0.896 |
| expenses_Prev_Qtr_Cr | 0.778 | 0.835 | 0.859 | 0.861 | 0.835 | 0.866 | 0.785 | 0.874 | 0.851 | 0.970 | 0.981 | 0.994 | 0.971 | 1.000 | 0.979 | 0.241 | 0.176 | 0.861 | 0.839 |
| expenses_Qtr_Cr | 0.782 | 0.827 | 0.852 | 0.843 | 0.842 | 0.858 | 0.779 | 0.858 | 0.850 | 0.954 | 0.966 | 0.975 | 0.990 | 0.979 | 1.000 | 0.249 | 0.186 | 0.848 | 0.844 |
| other_effect_Prev_Qtr_Cr | 0.255 | 0.340 | 0.337 | 0.368 | 0.314 | 0.292 | 0.213 | 0.276 | 0.240 | 0.229 | 0.253 | 0.257 | 0.248 | 0.241 | 0.249 | 1.000 | 0.901 | 0.376 | 0.302 |
| other_effect_Qtr_Cr | 0.156 | 0.251 | 0.243 | 0.284 | 0.232 | 0.195 | 0.102 | 0.198 | 0.152 | 0.151 | 0.184 | 0.190 | 0.180 | 0.176 | 0.186 | 0.901 | 1.000 | 0.294 | 0.221 |
| profit_before_tax_Prev_Qtr_Cr | 0.874 | 0.948 | 0.952 | 0.998 | 0.966 | 0.955 | 0.869 | 0.982 | 0.949 | 0.897 | 0.902 | 0.900 | 0.889 | 0.861 | 0.848 | 0.376 | 0.294 | 1.000 | 0.962 |
| profit_before_tax_Qtr_Cr | 0.884 | 0.931 | 0.940 | 0.955 | 0.995 | 0.934 | 0.857 | 0.963 | 0.987 | 0.873 | 0.878 | 0.879 | 0.896 | 0.839 | 0.844 | 0.302 | 0.221 | 0.962 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Name | Mar Cap Rs.Cr. | NP Qtr Rs.Cr. | Sales Qtr Rs.Cr. | Sales Prev Qtr Rs.Cr. | NP 2Qtr Bk Rs.Cr. | NP 3Qtr Bk Rs.Cr. | NP Prev Qtr Rs.Cr. | Sales 2Qtr Bk Rs.Cr. | Sales 3Qtr Bk Rs.Cr. | OP Prev Qtr Rs.Cr. | OP 2Qtr Bk Rs.Cr. | OP 3Qtr Bk Rs.Cr. | OP Qtr Rs.Cr. | profit_before_tax_Qtr_Cr | profit_before_tax_Prev_Qtr_Cr | other_effect_Qtr_Cr | other_effect_Prev_Qtr_Cr | expenses_Qtr_Cr | expenses_Prev_Qtr_Cr | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Remedium Life | 1054.75 | 6.53 | 468.57 | 330.46 | -4.78 | 1.52 | 5.25 | 75.58 | 176.48 | 7.28 | -2.90 | 1.53 | 6.34 | 10.41 | 7.27 | 4.08 | -8.881784e-16 | 462.23 | 323.18 |
| 1 | Waaree Renewab. | 5968.91 | 18.29 | 150.06 | 128.94 | 12.27 | 24.98 | 11.10 | 61.49 | 73.88 | 28.09 | 15.98 | 22.29 | 87.81 | 40.39 | 17.93 | -45.75 | -8.750000e+00 | 62.25 | 100.85 |
| 2 | Dreamfolks Servi | 2773.73 | 18.14 | 282.47 | 266.30 | 25.32 | 18.98 | 13.09 | 237.74 | 204.00 | 17.78 | 33.74 | 26.05 | 24.93 | 24.28 | 17.79 | 0.27 | 8.700000e-01 | 257.54 | 248.52 |
| 3 | Jyoti Resins | 1848.36 | 16.18 | 62.96 | 61.18 | 16.41 | 12.15 | 15.73 | 65.08 | 66.61 | 20.74 | 20.05 | 16.33 | 21.40 | 21.94 | 21.03 | 0.81 | 5.600000e-01 | 41.56 | 40.44 |
| 4 | Esab India | 8616.09 | 38.41 | 303.14 | 298.25 | 41.86 | 36.31 | 42.38 | 301.68 | 267.39 | 57.79 | 56.71 | 48.43 | 54.40 | 52.05 | 56.88 | 1.05 | 2.430000e+00 | 248.74 | 240.46 |
| 5 | Fine Organic | 14008.85 | 103.37 | 540.49 | 547.17 | 149.45 | 106.23 | 99.77 | 596.63 | 759.54 | 140.50 | 201.76 | 159.32 | 130.25 | 132.27 | 142.57 | 16.42 | 1.379000e+01 | 410.24 | 406.67 |
| 6 | Crest Ventures | 1008.85 | 32.17 | 61.18 | 31.04 | 12.22 | 9.26 | 5.85 | 30.20 | 26.56 | 17.00 | 14.00 | 16.00 | 47.00 | 40.84 | 9.51 | -5.00 | -6.340000e+00 | 14.18 | 14.04 |
| 7 | Shilchar Tech. | 2075.91 | 24.40 | 106.27 | 67.22 | 16.28 | 11.89 | 16.38 | 94.99 | 68.27 | 19.92 | 21.17 | 14.76 | 29.68 | 32.60 | 21.78 | 3.56 | 2.510000e+00 | 76.59 | 47.30 |
| 8 | West Coast Paper | 4853.00 | 218.55 | 1193.84 | 1138.62 | 320.95 | 310.98 | 278.35 | 1357.48 | 1239.16 | 394.52 | 492.52 | 461.23 | 310.21 | 293.67 | 379.26 | 29.48 | 2.847000e+01 | 883.63 | 744.10 |
| 9 | Share India Sec. | 6070.05 | 112.62 | 366.38 | 277.31 | 106.89 | 92.52 | 82.27 | 340.72 | 275.80 | 175.99 | 124.57 | 154.20 | 182.51 | 157.29 | 108.23 | -21.95 | -6.509000e+01 | 183.87 | 101.32 |
| Name | Mar Cap Rs.Cr. | NP Qtr Rs.Cr. | Sales Qtr Rs.Cr. | Sales Prev Qtr Rs.Cr. | NP 2Qtr Bk Rs.Cr. | NP 3Qtr Bk Rs.Cr. | NP Prev Qtr Rs.Cr. | Sales 2Qtr Bk Rs.Cr. | Sales 3Qtr Bk Rs.Cr. | OP Prev Qtr Rs.Cr. | OP 2Qtr Bk Rs.Cr. | OP 3Qtr Bk Rs.Cr. | OP Qtr Rs.Cr. | profit_before_tax_Qtr_Cr | profit_before_tax_Prev_Qtr_Cr | other_effect_Qtr_Cr | other_effect_Prev_Qtr_Cr | expenses_Qtr_Cr | expenses_Prev_Qtr_Cr | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | Hind.Oil Explor. | 2489.46 | 43.18 | 112.83 | 167.61 | 106.65 | 37.34 | 66.07 | 175.09 | 169.83 | 90.18 | 135.46 | 79.61 | 67.98 | 44.10 | 67.61 | -5.51 | -2.51 | 44.85 | 77.43 |
| 65 | Affle India | 17342.66 | 66.78 | 431.30 | 406.58 | 62.38 | 69.12 | 66.17 | 355.82 | 376.06 | 78.11 | 69.00 | 80.32 | 87.23 | 73.19 | 70.07 | 4.40 | 6.38 | 344.07 | 328.47 |
| 66 | Transpek Inds. | 1156.23 | 2.99 | 120.94 | 162.16 | 22.37 | 24.72 | 15.85 | 202.76 | 196.47 | 22.51 | 40.14 | 42.18 | 13.36 | 5.56 | 21.25 | 1.03 | 7.52 | 107.58 | 139.65 |
| 67 | Granules India | 10143.18 | 102.12 | 1189.49 | 985.52 | 119.61 | 124.33 | 47.90 | 1195.50 | 1146.13 | 212.97 | 136.82 | 228.11 | 250.49 | 136.03 | 65.48 | -61.94 | -98.25 | 939.00 | 772.55 |
| 68 | Poly Medicure | 13860.14 | 62.19 | 337.29 | 320.83 | 58.81 | 50.01 | 62.70 | 306.85 | 284.83 | 87.20 | 83.21 | 71.03 | 84.23 | 80.94 | 83.04 | 12.70 | 11.36 | 253.06 | 233.63 |
| 69 | Vidhi Specialty | 2073.71 | 9.09 | 80.15 | 79.67 | 8.86 | 7.68 | 8.38 | 89.47 | 86.41 | 13.02 | 12.20 | 12.60 | 13.71 | 11.69 | 11.55 | -0.64 | -0.50 | 66.44 | 66.65 |
| 70 | ADF Foods | 2232.46 | 14.93 | 124.62 | 112.42 | 16.09 | 18.52 | 14.73 | 123.11 | 123.23 | 21.93 | 26.46 | 27.07 | 21.77 | 20.57 | 20.28 | 2.49 | 1.93 | 102.85 | 90.49 |
| 71 | Latent View | 9631.14 | 26.30 | 71.77 | 68.90 | 29.71 | 37.36 | 26.38 | 69.60 | 68.46 | 21.54 | 25.91 | 27.13 | 24.21 | 36.88 | 36.23 | 14.62 | 16.60 | 47.56 | 47.36 |
| 72 | Aarti Drugs | 4963.84 | 34.58 | 577.54 | 591.63 | 53.17 | 36.71 | 39.54 | 696.41 | 625.53 | 65.42 | 71.91 | 88.52 | 59.74 | 46.83 | 53.04 | -1.13 | -0.63 | 517.80 | 526.21 |
| 73 | IOL Chemicals | 2648.49 | 37.79 | 545.30 | 563.18 | 65.27 | 24.15 | 46.21 | 587.21 | 523.48 | 72.86 | 95.79 | 43.04 | 64.10 | 51.10 | 61.53 | 2.67 | 3.11 | 481.20 | 490.32 |